Relatório - Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	1359
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	138.1 KiB
Average record size in memory	104.1 B

Variable types

NUM	13

Reproduction

Analysis started	2020-05-17 21:38:01.079024
Analysis finished	2020-05-17 21:38:34.664235
Duration	33.59 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`df_index` has unique values	Unique
`citric acid` has 118 (8.7%) zeros	Zeros

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct count	1359
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	792.6931567328918
Minimum	0
Maximum	1598
Zeros	1
Zeros (%)	0.1%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	72.9
Q1	388.5
median	785
Q3	1193.5
95-th percentile	1521.2
Maximum	1598
Range	1598
Interquartile range (IQR)	805

Descriptive statistics

Standard deviation	465.38084
Coefficient of variation (CV)	0.5870882523
Kurtosis	-1.211617341
Mean	792.6931567
Median Absolute Deviation (MAD)	404
Skewness	0.01947511873
Sum	1077270
Variance	216579.3262

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1598	1	0.1%
522	1	0.1%
513	1	0.1%
515	1	0.1%
516	1	0.1%
517	1	0.1%
518	1	0.1%
519	1	0.1%
520	1	0.1%
521	1	0.1%
Other values (1349)	1349	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
1	1	0.1%
2	1	0.1%
3	1	0.1%
5	1	0.1%

Value	Count	Frequency (%)
1598	1	0.1%
1597	1	0.1%
1595	1	0.1%
1594	1	0.1%
1593	1	0.1%

fixed acidity
Real number (ℝ_≥0)

Distinct count	96
Unique (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.310596026490067
Minimum	4.6
Maximum	15.9
Zeros	0
Zeros (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	4.6
5-th percentile	6.1
Q1	7.1
median	7.9
Q3	9.2
95-th percentile	11.71
Maximum	15.9
Range	11.3
Interquartile range (IQR)	2.1

Descriptive statistics

Standard deviation	1.736989808
Coefficient of variation (CV)	0.2090090533
Kurtosis	1.049673362
Mean	8.310596026
Median Absolute Deviation (MAD)	1
Skewness	0.9410413665
Sum	11294.1
Variance	3.017133591

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7.2	49	3.6%
7.8	48	3.5%
7.1	46	3.4%
7	44	3.2%
7.5	42	3.1%
7.6	41	3.0%
7.7	40	2.9%
6.8	38	2.8%
7.9	38	2.8%
8.2	37	2.7%
Other values (86)	936	68.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.6	1	0.1%
4.7	1	0.1%
4.9	1	0.1%
5	6	0.4%
5.1	4	0.3%

Value	Count	Frequency (%)
15.9	1	0.1%
15.6	2	0.1%
15.5	1	0.1%
15	1	0.1%
14.3	1	0.1%

volatile acidity
Real number (ℝ_≥0)

Distinct count	143
Unique (%)	10.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5294775570272259
Minimum	0.12
Maximum	1.58
Zeros	0
Zeros (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0.12
5-th percentile	0.27
Q1	0.39
median	0.52
Q3	0.64
95-th percentile	0.8505
Maximum	1.58
Range	1.46
Interquartile range (IQR)	0.25

Descriptive statistics

Standard deviation	0.1830313176
Coefficient of variation (CV)	0.3456828626
Kurtosis	1.249243497
Mean	0.529477557
Median Absolute Deviation (MAD)	0.125
Skewness	0.7292789464
Sum	719.56
Variance	0.03350046323

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.5	37	2.7%
0.58	36	2.6%
0.4	35	2.6%
0.6	34	2.5%
0.43	33	2.4%
0.38	31	2.3%
0.59	31	2.3%
0.39	31	2.3%
0.49	30	2.2%
0.42	30	2.2%
Other values (133)	1031	75.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.12	1	0.1%
0.16	2	0.1%
0.18	7	0.5%
0.19	2	0.1%
0.2	3	0.2%

Value	Count	Frequency (%)
1.58	1	0.1%
1.33	2	0.1%
1.24	1	0.1%
1.185	1	0.1%
1.18	1	0.1%

citric acid
Real number (ℝ_≥0)

ZEROS

Distinct count	80
Unique (%)	5.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2723325974981604
Minimum	0.0
Maximum	1.0
Zeros	118
Zeros (%)	8.7%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.09
median	0.26
Q3	0.43
95-th percentile	0.6
Maximum	1
Range	1
Interquartile range (IQR)	0.34

Descriptive statistics

Standard deviation	0.1955365446
Coefficient of variation (CV)	0.7180063876
Kurtosis	-0.7889205005
Mean	0.2723325975
Median Absolute Deviation (MAD)	0.17
Skewness	0.3127255424
Sum	370.1
Variance	0.03823454025

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	118	8.7%
0.49	59	4.3%
0.24	41	3.0%
0.02	38	2.8%
0.08	32	2.4%
0.26	30	2.2%
0.1	29	2.1%
0.4	27	2.0%
0.32	26	1.9%
0.31	26	1.9%
Other values (70)	933	68.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	118	8.7%
0.01	25	1.8%
0.02	38	2.8%
0.03	24	1.8%
0.04	24	1.8%

Value	Count	Frequency (%)
1	1	0.1%
0.79	1	0.1%
0.78	1	0.1%
0.76	3	0.2%
0.75	1	0.1%

residual sugar
Real number (ℝ_≥0)

Distinct count	91
Unique (%)	6.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.5233995584988964
Minimum	0.9
Maximum	15.5
Zeros	0
Zeros (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0.9
5-th percentile	1.6
Q1	1.9
median	2.2
Q3	2.6
95-th percentile	4.8
Maximum	15.5
Range	14.6
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	1.352313758
Coefficient of variation (CV)	0.5359094849
Kurtosis	29.36459187
Mean	2.523399558
Median Absolute Deviation (MAD)	0.3
Skewness	4.548153404
Sum	3429.3
Variance	1.828752499

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	133	9.8%
2.2	110	8.1%
1.8	108	7.9%
2.1	104	7.7%
1.9	97	7.1%
2.3	86	6.3%
2.4	74	5.4%
2.5	74	5.4%
2.6	71	5.2%
1.7	62	4.6%
Other values (81)	440	32.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.9	1	0.1%
1.2	7	0.5%
1.3	5	0.4%
1.4	29	2.1%
1.5	25	1.8%

Value	Count	Frequency (%)
15.5	1	0.1%
15.4	1	0.1%
13.9	1	0.1%
13.8	1	0.1%
13.4	1	0.1%

chlorides
Real number (ℝ_≥0)

Distinct count	153
Unique (%)	11.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.08812362030905077
Minimum	0.012
Maximum	0.611
Zeros	0
Zeros (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0.012
5-th percentile	0.053
Q1	0.07
median	0.079
Q3	0.091
95-th percentile	0.1376
Maximum	0.611
Range	0.599
Interquartile range (IQR)	0.021

Descriptive statistics

Standard deviation	0.04937686244
Coefficient of variation (CV)	0.5603135944
Kurtosis	38.62465317
Mean	0.08812362031
Median Absolute Deviation (MAD)	0.01
Skewness	5.502487295
Sum	119.76
Variance	0.002438074545

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.08	50	3.7%
0.078	44	3.2%
0.074	43	3.2%
0.084	40	2.9%
0.076	39	2.9%
0.079	39	2.9%
0.082	38	2.8%
0.075	37	2.7%
0.077	36	2.6%
0.071	36	2.6%
Other values (143)	957	70.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.012	1	0.1%
0.034	1	0.1%
0.038	2	0.1%
0.039	4	0.3%
0.041	4	0.3%

Value	Count	Frequency (%)
0.611	1	0.1%
0.61	1	0.1%
0.467	1	0.1%
0.464	1	0.1%
0.422	1	0.1%

free sulfur dioxide
Real number (ℝ_≥0)

Distinct count	60
Unique (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.893303899926417
Minimum	1.0
Maximum	72.0
Zeros	0
Zeros (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	7
median	14
Q3	21
95-th percentile	35
Maximum	72
Range	71
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	10.44727026
Coefficient of variation (CV)	0.6573378528
Kurtosis	1.892690741
Mean	15.8933039
Median Absolute Deviation (MAD)	7
Skewness	1.226579499
Sum	21599
Variance	109.1454559

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
6	121	8.9%
5	88	6.5%
15	65	4.8%
12	64	4.7%
10	63	4.6%
7	61	4.5%
9	55	4.0%
16	53	3.9%
17	50	3.7%
11	49	3.6%
Other values (50)	690	50.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2	0.1%
2	1	0.1%
3	41	3.0%
4	34	2.5%
5	88	6.5%

Value	Count	Frequency (%)
72	1	0.1%
68	1	0.1%
66	1	0.1%
57	1	0.1%
55	1	0.1%

total sulfur dioxide
Real number (ℝ_≥0)

Distinct count	144
Unique (%)	10.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	46.82597498160412
Minimum	6.0
Maximum	289.0
Zeros	0
Zeros (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	6
5-th percentile	11
Q1	22
median	38
Q3	63
95-th percentile	113
Maximum	289
Range	283
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	33.40894571
Coefficient of variation (CV)	0.7134703702
Kurtosis	4.042256741
Mean	46.82597498
Median Absolute Deviation (MAD)	19
Skewness	1.540368078
Sum	63636.5
Variance	1116.157653

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
28	35	2.6%
24	32	2.4%
14	30	2.2%
20	29	2.1%
15	28	2.1%
18	28	2.1%
19	27	2.0%
23	27	2.0%
12	26	1.9%
27	25	1.8%
Other values (134)	1072	78.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6	2	0.1%
7	4	0.3%
8	11	0.8%
9	13	1.0%
10	23	1.7%

Value	Count	Frequency (%)
289	1	0.1%
278	1	0.1%
165	1	0.1%
160	1	0.1%
155	1	0.1%

density
Real number (ℝ_≥0)

Distinct count	436
Unique (%)	32.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.9967089477557026
Minimum	0.99007
Maximum	1.00369
Zeros	0
Zeros (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0.99007
5-th percentile	0.993569
Q1	0.9956
median	0.9967
Q3	0.99782
95-th percentile	0.9998
Maximum	1.00369
Range	0.01362
Interquartile range (IQR)	0.00222

Descriptive statistics

Standard deviation	0.001868917133
Coefficient of variation (CV)	0.001875088146
Kurtosis	0.8306587623
Mean	0.9967089478
Median Absolute Deviation (MAD)	0.0011
Skewness	0.04477785573
Sum	1354.52746
Variance	3.492851248e-06

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.9968	33	2.4%
0.9976	30	2.2%
0.9972	29	2.1%
0.998	28	2.1%
0.9962	23	1.7%
0.9964	22	1.6%
0.9978	22	1.6%
0.9982	21	1.5%
0.997	21	1.5%
0.9966	20	1.5%
Other values (426)	1110	81.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.99007	1	0.1%
0.9902	1	0.1%
0.99064	1	0.1%
0.9908	1	0.1%
0.99084	1	0.1%

Value	Count	Frequency (%)
1.00369	1	0.1%
1.0032	1	0.1%
1.00315	2	0.1%
1.00289	1	0.1%
1.0026	2	0.1%

pH
Real number (ℝ_≥0)

Distinct count	89
Unique (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.309786607799853
Minimum	2.74
Maximum	4.01
Zeros	0
Zeros (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	2.74
5-th percentile	3.06
Q1	3.21
median	3.31
Q3	3.4
95-th percentile	3.57
Maximum	4.01
Range	1.27
Interquartile range (IQR)	0.19

Descriptive statistics

Standard deviation	0.1550363113
Coefficient of variation (CV)	0.04684178458
Kurtosis	0.8797897393
Mean	3.309786608
Median Absolute Deviation (MAD)	0.1
Skewness	0.2320322752
Sum	4498
Variance	0.02403625782

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.3	47	3.5%
3.26	45	3.3%
3.36	42	3.1%
3.38	41	3.0%
3.32	40	2.9%
3.34	40	2.9%
3.39	39	2.9%
3.31	37	2.7%
3.28	37	2.7%
3.22	35	2.6%
Other values (79)	956	70.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.74	1	0.1%
2.86	1	0.1%
2.87	1	0.1%
2.88	2	0.1%
2.89	2	0.1%

Value	Count	Frequency (%)
4.01	2	0.1%
3.9	2	0.1%
3.85	1	0.1%
3.78	2	0.1%
3.75	1	0.1%

sulphates
Real number (ℝ_≥0)

Distinct count	96
Unique (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6587049300956587
Minimum	0.33
Maximum	2.0
Zeros	0
Zeros (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0.33
5-th percentile	0.47
Q1	0.55
median	0.62
Q3	0.73
95-th percentile	0.94
Maximum	2
Range	1.67
Interquartile range (IQR)	0.18

Descriptive statistics

Standard deviation	0.1706668906
Coefficient of variation (CV)	0.2590946003
Kurtosis	11.10228226
Mean	0.6587049301
Median Absolute Deviation (MAD)	0.08
Skewness	2.406504615
Sum	895.18
Variance	0.02912718754

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.54	58	4.3%
0.58	57	4.2%
0.6	57	4.2%
0.62	53	3.9%
0.56	52	3.8%
0.57	48	3.5%
0.53	46	3.4%
0.59	44	3.2%
0.55	42	3.1%
0.61	41	3.0%
Other values (86)	861	63.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.33	1	0.1%
0.37	2	0.1%
0.39	3	0.2%
0.4	3	0.2%
0.42	4	0.3%

Value	Count	Frequency (%)
2	1	0.1%
1.98	1	0.1%
1.95	1	0.1%
1.62	1	0.1%
1.61	1	0.1%

alcohol
Real number (ℝ_≥0)

Distinct count	65
Unique (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.432315428010792
Minimum	8.4
Maximum	14.9
Zeros	0
Zeros (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	8.4
5-th percentile	9.2
Q1	9.5
median	10.2
Q3	11.1
95-th percentile	12.5
Maximum	14.9
Range	6.5
Interquartile range (IQR)	1.6

Descriptive statistics

Standard deviation	1.08206545
Coefficient of variation (CV)	0.1037224629
Kurtosis	0.1597388547
Mean	10.43231543
Median Absolute Deviation (MAD)	0.7
Skewness	0.8598411692
Sum	14177.51667
Variance	1.170865638

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9.5	111	8.2%
9.4	91	6.7%
9.2	65	4.8%
9.8	63	4.6%
10	61	4.5%
9.3	56	4.1%
10.5	53	3.9%
9.6	49	3.6%
9.7	47	3.5%
11	46	3.4%
Other values (55)	717	52.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8.4	2	0.1%
8.5	1	0.1%
8.7	2	0.1%
8.8	1	0.1%
9	21	1.5%

Value	Count	Frequency (%)
14.9	1	0.1%
14	6	0.4%
13.6	4	0.3%
13.56666667	1	0.1%
13.5	1	0.1%

quality
Real number (ℝ_≥0)

Distinct count	6
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.6232523914643116
Minimum	3
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	3
5-th percentile	5
Q1	5
median	6
Q3	6
95-th percentile	7
Maximum	8
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8235780017
Coefficient of variation (CV)	0.1464593698
Kurtosis	0.3402560881
Mean	5.623252391
Median Absolute Deviation (MAD)	1
Skewness	0.1924065873
Sum	7642
Variance	0.6782807249

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	577	42.5%
6	535	39.4%
7	167	12.3%
4	53	3.9%
8	17	1.3%
3	10	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	10	0.7%
4	53	3.9%
5	577	42.5%
6	535	39.4%
7	167	12.3%

Value	Count	Frequency (%)
8	17	1.3%
7	167	12.3%
6	535	39.4%
5	577	42.5%
4	53	3.9%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	df_index	fixed acidity	volatile acidity	citric acid	residual sugar	chlorides	free sulfur dioxide	total sulfur dioxide	density	pH	sulphates	alcohol	quality
0	0	7.4	0.70	0.00	1.9	0.076	11.0	34.0	0.9978	3.51	0.56	9.4	5
1	1	7.8	0.88	0.00	2.6	0.098	25.0	67.0	0.9968	3.20	0.68	9.8	5
2	2	7.8	0.76	0.04	2.3	0.092	15.0	54.0	0.9970	3.26	0.65	9.8	5
3	3	11.2	0.28	0.56	1.9	0.075	17.0	60.0	0.9980	3.16	0.58	9.8	6
4	5	7.4	0.66	0.00	1.8	0.075	13.0	40.0	0.9978	3.51	0.56	9.4	5
5	6	7.9	0.60	0.06	1.6	0.069	15.0	59.0	0.9964	3.30	0.46	9.4	5
6	7	7.3	0.65	0.00	1.2	0.065	15.0	21.0	0.9946	3.39	0.47	10.0	7
7	8	7.8	0.58	0.02	2.0	0.073	9.0	18.0	0.9968	3.36	0.57	9.5	7
8	9	7.5	0.50	0.36	6.1	0.071	17.0	102.0	0.9978	3.35	0.80	10.5	5
9	10	6.7	0.58	0.08	1.8	0.097	15.0	65.0	0.9959	3.28	0.54	9.2	5

Last rows

	df_index	fixed acidity	volatile acidity	citric acid	residual sugar	chlorides	free sulfur dioxide	total sulfur dioxide	density	pH	sulphates	alcohol	quality
1349	1588	7.2	0.660	0.33	2.5	0.068	34.0	102.0	0.99414	3.27	0.78	12.8	6
1350	1589	6.6	0.725	0.20	7.8	0.073	29.0	79.0	0.99770	3.29	0.54	9.2	5
1351	1590	6.3	0.550	0.15	1.8	0.077	26.0	35.0	0.99314	3.32	0.82	11.6	6
1352	1591	5.4	0.740	0.09	1.7	0.089	16.0	26.0	0.99402	3.67	0.56	11.6	6
1353	1592	6.3	0.510	0.13	2.3	0.076	29.0	40.0	0.99574	3.42	0.75	11.0	6
1354	1593	6.8	0.620	0.08	1.9	0.068	28.0	38.0	0.99651	3.42	0.82	9.5	6
1355	1594	6.2	0.600	0.08	2.0	0.090	32.0	44.0	0.99490	3.45	0.58	10.5	5
1356	1595	5.9	0.550	0.10	2.2	0.062	39.0	51.0	0.99512	3.52	0.76	11.2	6
1357	1597	5.9	0.645	0.12	2.0	0.075	32.0	44.0	0.99547	3.57	0.71	10.2	5
1358	1598	6.0	0.310	0.47	3.6	0.067	18.0	42.0	0.99549	3.39	0.66	11.0	6

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows